Data Access notes

import intake
import pandas as pd
import hvplot.intake
intake.output_notebook()
import holoviews as hv
import hvplot.xarray
hv.extension('bokeh', width=80)

Landsat 4-9 C2 U.S. ARD

  • Tile ID: LC09_CU_004008_20221129_20221204_02

  • Acquisition Date: 2022-11-29

  • Horizontal: 4

  • Vertical: 8

Landsat 8-9 OLI/TIRS C2 L2

  • ID: LC09_L2SP_042033_20221129_20221201_02_T1

  • Date Acquired: 2022/11/29

  • Path: 042

  • Row: 033

cat = intake.open_catalog('data/catalog.yml')
list(cat)
['landsat_5_small',
 'landsat_8_small',
 'landsat_5',
 'landsat_8',
 'google_landsat_band',
 'amazon_landsat_band',
 'fluxnet_daily',
 'fluxnet_metadata',
 'seattle_lidar']
cat.landsat_8_small
landsat_8_small:
  args:
    chunks:
      band: 1
      x: 50
      y: 50
    concat_dim: band
    storage_options:
      anon: true
    urlpath: s3://earth-data/landsat/small/LC08_L1TP_042033_20171022_20171107_01_T1_sr_band{band:d}.tif
  description: Small version of Landsat 8 Surface Reflectance Level-2 Science Product.
  driver: intake_xarray.raster.RasterIOSource
  metadata:
    cache:
    - argkey: urlpath
      regex: earth-data/landsat
      type: file
    catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/
path = 42
row = 33
product_id = 'LC08_L1TP_042033_20171022_20171107_01_T1'
band = 5
gcp_data_source = cat.google_landsat_band(path=path, row=row, product_id=product_id, band=band)
gcp_data_source
google_landsat_band:
  args:
    chunks:
      band: 1
      x: 256
      y: 256
    urlpath: https://storage.googleapis.com/gcp-public-data-landsat/LC08/01/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF
  description: Landsat bands from Google Cloud Storage
  driver: intake_xarray.raster.RasterIOSource
  metadata:
    catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/
gcp_da = gcp_data_source.read_chunked()
# RasterioIOError: HTTP response code: 404
gcp_da
<xarray.DataArray (band: 1, y: 7941, x: 7821)>
dask.array<open_rasterio-53b5e0b7015d00beab8404958d5ef0fc<this-array>, shape=(1, 7941, 7821), dtype=uint16, chunksize=(1, 256, 256), chunktype=numpy.ndarray>
Coordinates:
  * band     (band) int64 1
  * y        (y) float64 4.426e+06 4.426e+06 4.426e+06 ... 4.188e+06 4.188e+06
  * x        (x) float64 2.433e+05 2.433e+05 2.434e+05 ... 4.779e+05 4.779e+05
Attributes:
    transform:      (30.0, 0.0, 243285.0, 0.0, -30.0, 4425915.0)
    crs:            +init=epsg:32611
    res:            (30.0, 30.0)
    is_tiled:       1
    nodatavals:     (nan,)
    scales:         (1.0,)
    offsets:        (0.0,)
    AREA_OR_POINT:  Point
# This takes about a minute to render the first time as in needs to touch all the data (118 MB)
# TODO add timing and ignore warnings
gcp_da.hvplot.image(x='x', y='y', width=400, height=400, geo=True, datashade=True, cmap='greys', title='2017')
/Users/droumis/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6
  in_crs_string = _prepare_from_proj_string(in_crs_string)
# maybe plot two big images of landsat 5,8 walker lake and then use annotation to select a small square around both to continue using a smaller dataset?
# No.. I think maybe set a center point first

pangeo satsearch intake-stac

http://gallery.pangeo.io/repos/pangeo-data/landsat-8-tutorial-gallery/landsat8.html

import satsearch
import intake
print(satsearch.__version__)
from satsearch import Search
0.3.0
bbox = (-124.71, 45.47, -116.78, 48.93) #(west, south, east, north)

timeRange = '2019-01-01/2020-10-01'

# STAC metadata properties
properties =  ['eo:row=027',
               'eo:column=047',
               'landsat:tier=T1']

results = Search.search(collection='landsat-8-l1',
                        bbox=bbox,
                        url=URL,
                        datetime=timeRange,
                        property=properties,
                        sort=['<datetime'],
                        )

print('%s items' % results.found())
items = results.items()
items.save('subset.geojson')
34678 items
There are more items found (34678) than the limit (10000) provided.
# interrupted kernel
import dateutil
dateutil.parser.
# Remember that it is easy to load geojson with geopandas!
import geopandas as gpd
# this needed: pip install python-dateutil==2.8.2
# and: conda install -c conda-forge fiona

gf = gpd.read_file('subset.geojson')
---------------------------------------------------------------------------
ImportError                               Traceback (most recent call last)
Cell In[1], line 5
      2 import geopandas as gpd
      3 # this needed pip install python-dateutil==2.8.2
----> 5 gf = gpd.read_file('subset.geojson')

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/geopandas/io/file.py:242, in _read_file(filename, bbox, mask, rows, engine, **kwargs)
    172 def _read_file(filename, bbox=None, mask=None, rows=None, engine=None, **kwargs):
    173     """
    174     Returns a GeoDataFrame from a file or URL.
    175 
   (...)
    240     by using the encoding keyword parameter, e.g. ``encoding='utf-8'``.
    241     """
--> 242     engine = _check_engine(engine, "'read_file' function")
    244     filename = _expand_user(filename)
    246     from_bytes = False

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/geopandas/io/file.py:112, in _check_engine(engine, func)
    110     _check_pyogrio(func)
    111 elif engine is None:
--> 112     raise ImportError(
    113         f"The {func} requires the 'pyogrio' or 'fiona' package, "
    114         "but neither is installed or imports correctly."
    115         f"\nImporting fiona resulted in: {fiona_import_error}"
    116         f"\nImporting pyogrio resulted in: {pyogrio_import_error}"
    117     )
    119 return engine

ImportError: The 'read_file' function requires the 'pyogrio' or 'fiona' package, but neither is installed or imports correctly.
Importing fiona resulted in: No module named 'fiona'
Importing pyogrio resulted in: No module named 'pyogrio'

Using walker lake as target

URL='https://earth-search.aws.element84.com/v0'

bbox = (-119.00, 38.6, -118.5, 38.7) #(west, south, east, north)

timeRange = '2017-10-01/2017-12-01'

# STAC metadata properties
properties =  ['eo:row=042',
               'eo:column=033',
               'landsat:tier=T1']

results = Search.search(collection='landsat-8-l1',
                        bbox=bbox,
                        url=URL,
                        datetime=timeRange,
                        property=properties,
                        sort=['<datetime'],
                        )
print('%s items' % results.found())
18 items
items = results.items()
items.save('subset.geojson')
import geopandas as gpd
# this needed: pip install python-dateutil==2.8.2
# and: conda install -c conda-forge fiona

gf = gpd.read_file('subset.geojson')
gf.head()
id datetime platform constellation gsd data_coverage view:off_nadir eo:cloud_cover proj:epsg sentinel:latitude_band sentinel:grid_square sentinel:sequence sentinel:product_id created updated sentinel:valid_cloud_cover sentinel:utm_zone sentinel:data_coverage geometry
0 S2B_11SLC_20171128_0_L1C 2017-11-28 18:47:14+00:00 sentinel-2b sentinel-2 10 100.0 0 0.41 32611 S LC 0 S2B_MSIL1C_20171128T184719_N0206_R070_T11SLC_2... 2020-09-01 07:49:24.253000+00:00 2020-09-01 07:49:24.253000+00:00 None 11 100 POLYGON ((-119.27281 37.83751, -119.30392 38.8...
1 S2B_11SLC_20171128_0_L2A 2017-11-28 18:47:14+00:00 sentinel-2b sentinel-2 10 100.0 0 0.41 32611 S LC 0 S2B_MSIL2A_20171128T184719_N0001_R070_T11SLC_2... 2020-09-01 07:49:24.335000+00:00 2020-09-01 07:49:24.335000+00:00 True 11 100 POLYGON ((-119.27281 37.83751, -119.30392 38.8...
2 S2B_11SLC_20171128_0_L2A 2017-11-28 18:47:14+00:00 sentinel-2b sentinel-2 10 NaN 0 0.41 32611 S LC 0 S2B_MSIL2A_20171128T184719_N0001_R070_T11SLC_2... 2020-09-02 01:59:01.324000+00:00 2020-09-02 01:59:01.324000+00:00 True 11 100 POLYGON ((-119.27281 37.83751, -119.30392 38.8...
3 S2B_11SLC_20171118_0_L1C 2017-11-18 18:47:20+00:00 sentinel-2b sentinel-2 10 100.0 0 43.91 32611 S LC 0 S2B_MSIL1C_20171118T184639_N0206_R070_T11SLC_2... 2020-09-01 07:49:24.289000+00:00 2020-09-01 07:49:24.289000+00:00 None 11 100 POLYGON ((-119.27281 37.83751, -119.30392 38.8...
4 S2B_11SLC_20171118_0_L2A 2017-11-18 18:47:20+00:00 sentinel-2b sentinel-2 10 100.0 0 43.91 32611 S LC 0 S2B_MSIL2A_20171118T184639_N0001_R070_T11SLC_2... 2020-09-01 07:49:24.365000+00:00 2020-09-01 07:49:24.365000+00:00 True 11 100 POLYGON ((-119.27281 37.83751, -119.30392 38.8...
# Plot search AOI and frames on a map using Holoviz Libraries (more on these later)
import geoviews as gv
import hvplot.pandas

cols = gf.loc[:,('id', 'geometry')]

footprints = cols.hvplot(geo=True, line_color='k', alpha=0.03, title='Landsat 8 T1')
tiles = gv.tile_sources.EsriImagery.options(width=700, height=500)
tiles * footprints
from ipywidgets import interact
from IPython.display import display, Image

def browse_images(items):
    n = len(items)

    def view_image(i=0):
        item = items[i]
        print(f"id={item.id}\tdate={item.datetime}\tcloud%={item['eo:cloud_cover']}")
        display(Image(item.asset('thumbnail')['href']))

    interact(view_image, i=(0,n-1))
browse_images(items)
# if you've installed intake-STAC, it will automatically import alongside intake
import intake_stac
#catalog = intake.open_stac_item(items[0])
# catalog = intake_stac.catalog.StacItemCollection(items)
catalog = intake_stac.catalog.Catalog(items) 
# result from here: https://gis.stackexchange.com/questions/393422/intake-stac-keyerror-open-stac-item-collection
catalog = intake.open_stac_item_collection(items)
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[95], line 1
----> 1 catalog = intake.open_stac_item_collection(items)

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_stac/catalog.py:68, in AbstractStacCatalog.__init__(self, stac_obj, **kwargs)
     66     self._stac_obj = self._stac_cls.from_file(stac_obj)
     67 else:
---> 68     raise ValueError('Expected %s instance, got: %s' % (self._stac_cls, type(stac_obj)))
     70 metadata = self._get_metadata(**kwargs.pop('metadata', {}))
     71 try:

ValueError: Expected <class 'pystac.item_collection.ItemCollection'> instance, got: <class 'satstac.itemcollection.ItemCollection'>
catalog
null:
  args:
    entries: !!python/object:satstac.itemcollection.ItemCollection
      _collections:
      - &id002 !!python/object:satstac.collection.Collection
        _data:
          description: Sentinel-2a and Sentinel-2b imagery, processed to Level 2A
            (Surface Reflectance)
          extent:
            spatial:
              bbox:
              - - -180
                - -90
                - 180
                - 90
            temporal:
              interval:
              - - '2015-06-27T10:25:31.456000Z'
                - null
          id: sentinel-s2-l2a
          item_assets:
            AOT:
              roles:
              - data
              title: Aerosol Optical Thickness (AOT)
              type: image/jp2
            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              roles:
              - data
              title: Band 1 (coastal)
              type: image/jp2
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - data
              title: Band 2 (blue)
              type: image/jp2
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              roles:
              - data
              title: Band 3 (green)
              type: image/jp2
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              roles:
              - data
              title: Band 4 (red)
              type: image/jp2
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              roles:
              - data
              title: Band 5
              type: image/jp2
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              roles:
              - data
              title: Band 6
              type: image/jp2
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              roles:
              - data
              title: Band 7
              type: image/jp2
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              roles:
              - data
              title: Band 8 (nir)
              type: image/jp2
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              roles:
              - data
              title: Band 9
              type: image/jp2
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              roles:
              - data
              title: Band 11 (swir16)
              type: image/jp2
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              roles:
              - data
              title: Band 12 (swir22)
              type: image/jp2
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              roles:
              - data
              title: Band 8A
              type: image/jp2
            SCL:
              roles:
              - data
              title: Scene Classification Map (SCL)
              type: image/jp2
            WVP:
              roles:
              - data
              title: Water Vapour (WVP)
              type: image/jp2
            info:
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/jp2
            thumbnail:
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
            visual:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/jp2
            visual_20m:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 20
              roles:
              - overview
              title: True color image
              type: image/jp2
            visual_60m:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 60
              roles:
              - overview
              title: True color image
              type: image/jp2
          keywords:
          - sentinel
          - earth observation
          - esa
          license: proprietary
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a
            rel: self
          - href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
            rel: license
          - href: https://github.com/stac-utils/stac-sentinel
            rel: about
          - href: https://earth-search.aws.element84.com/v0/
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items
            rel: items
          providers:
          - name: ESA
            roles:
            - producer
            url: https://earth.esa.int/web/guest/home
          - name: Sinergise
            roles:
            - processor
            url: https://registry.opendata.aws/sentinel-2/
          - name: AWS
            roles:
            - host
            url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
          - name: Element 84
            roles:
            - processor
            url: https://element84.com
          stac_extensions:
          - item-assets
          stac_version: 1.0.0-beta.2
          summaries:
            constellation:
            - sentinel-2
            gsd:
            - 10
            instruments:
            - msi
            platform:
            - sentinel-2a
            - sentinel-2b
            view:off_nadir:
            - 0
          title: Sentinel 2 L2A
        filename: null
      - &id001 !!python/object:satstac.collection.Collection
        _data:
          description: Sentinel-2a and Sentinel-2b imagery, processed to Level 1C
            (Top-Of-Atmosphere Geometrically Corrected)
          extent:
            spatial:
              bbox:
              - - -180
                - -90
                - 180
                - 90
            temporal:
              interval:
              - - '2015-06-27T10:25:31.456000Z'
                - null
          id: sentinel-s2-l1c
          item_assets:
            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              roles:
              - data
              title: Band 1 (coastal)
              type: image/jp2
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - data
              title: Band 2 (blue)
              type: image/jp2
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              roles:
              - data
              title: Band 3 (green)
              type: image/jp2
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              roles:
              - data
              title: Band 4 (red)
              type: image/jp2
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              roles:
              - data
              title: Band 5
              type: image/jp2
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              roles:
              - data
              title: Band 6
              type: image/jp2
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              roles:
              - data
              title: Band 7
              type: image/jp2
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              roles:
              - data
              title: Band 8 (nir)
              type: image/jp2
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              roles:
              - data
              title: Band 9
              type: image/jp2
            B10:
              eo:bands:
              - center_wavelength: 1.3735
                common_name: cirrus
                full_width_half_max: 0.075
                name: B10
              gsd: 60
              roles:
              - data
              title: Band 10 (cirrus)
              type: image/jp2
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              roles:
              - data
              title: Band 11 (swir16)
              type: image/jp2
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              roles:
              - data
              title: Band 12 (swir22)
              type: image/jp2
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              roles:
              - data
              title: Band 8A
              type: image/jp2
            info:
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/jp2
            thumbnail:
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
          keywords:
          - sentinel
          - earth observation
          - esa
          license: proprietary
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c
            rel: self
          - href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
            rel: license
          - href: https://github.com/stac-utils/stac-sentinel
            rel: about
          - href: https://earth-search.aws.element84.com/v0/
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c/items
            rel: items
          providers:
          - name: ESA
            roles:
            - producer
            url: https://earth.esa.int/web/guest/home
          - name: Sinergise
            roles:
            - processor
            url: https://registry.opendata.aws/sentinel-2/
          - name: AWS
            roles:
            - host
            url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
          - name: Element 84
            roles:
            - processor
            url: https://element84.com
          stac_extensions:
          - item-assets
          stac_version: 1.0.0-beta.2
          summaries:
            constellation:
            - sentinel-2
            gsd:
            - 10
            instruments:
            - msi
            platform:
            - sentinel-2a
            - sentinel-2b
            view:off_nadir:
            - 0
          title: Sentinel 2 L1C
        filename: null
      - &id003 !!python/object:satstac.collection.Collection
        _data:
          description: Sentinel-2a and Sentinel-2b imagery, processed to Level 2A
            (Surface Reflectance) and converted to Cloud-Optimized GeoTIFFs
          extent:
            spatial:
              bbox:
              - - -180
                - -90
                - 180
                - 90
            temporal:
              interval:
              - - '2015-06-27T10:25:31.456000Z'
                - null
          id: sentinel-s2-l2a-cogs
          item_assets:
            AOT:
              roles:
              - data
              title: Aerosol Optical Thickness (AOT)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              roles:
              - data
              title: Band 1 (coastal)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - data
              title: Band 2 (blue)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              roles:
              - data
              title: Band 3 (green)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              roles:
              - data
              title: Band 4 (red)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              roles:
              - data
              title: Band 5
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              roles:
              - data
              title: Band 6
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              roles:
              - data
              title: Band 7
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              roles:
              - data
              title: Band 8 (nir)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              roles:
              - data
              title: Band 9
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              roles:
              - data
              title: Band 11 (swir16)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              roles:
              - data
              title: Band 12 (swir22)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              roles:
              - data
              title: Band 8A
              type: image/tiff; application=geotiff; profile=cloud-optimized
            SCL:
              roles:
              - data
              title: Scene Classification Map (SCL)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            WVP:
              roles:
              - data
              title: Water Vapour (WVP)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            info:
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
            thumbnail:
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
            visual:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
          keywords:
          - sentinel
          - earth observation
          - esa
          license: proprietary
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
            rel: self
          - href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
            rel: license
          - href: https://github.com/stac-utils/stac-sentinel
            rel: about
          - href: https://earth-search.aws.element84.com/v0/
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items
            rel: items
          providers:
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            roles:
            - producer
            url: https://earth.esa.int/web/guest/home
          - name: Sinergise
            roles:
            - processor
            url: https://registry.opendata.aws/sentinel-2/
          - name: AWS
            roles:
            - host
            url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
          - name: Element 84
            roles:
            - processor
            url: https://element84.com
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            gsd:
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            instruments:
            - msi
            platform:
            - sentinel-2a
            - sentinel-2b
            view:off_nadir:
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          title: Sentinel 2 L2A COGs
        filename: null
      _items:
      - !!python/object:satstac.item.Item
        _assets_by_common_name: null
        _collection: *id001
        _data:
          assets:
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              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B01.jp2
              roles:
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              type: image/jp2
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                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B02.jp2
              roles:
              - data
              title: Band 2 (blue)
              type: image/jp2
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B03.jp2
              roles:
              - data
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              type: image/jp2
            B04:
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              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B04.jp2
              roles:
              - data
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              type: image/jp2
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B05.jp2
              roles:
              - data
              title: Band 5
              type: image/jp2
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B06.jp2
              roles:
              - data
              title: Band 6
              type: image/jp2
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B07.jp2
              roles:
              - data
              title: Band 7
              type: image/jp2
            B08:
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              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B08.jp2
              roles:
              - data
              title: Band 8 (nir)
              type: image/jp2
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B09.jp2
              roles:
              - data
              title: Band 9
              type: image/jp2
            B10:
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              - center_wavelength: 1.3735
                common_name: cirrus
                full_width_half_max: 0.075
                name: B10
              gsd: 60
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B10.jp2
              roles:
              - data
              title: Band 10 (cirrus)
              type: image/jp2
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B11.jp2
              roles:
              - data
              title: Band 11 (swir16)
              type: image/jp2
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B12.jp2
              roles:
              - data
              title: Band 12 (swir22)
              type: image/jp2
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B8A.jp2
              roles:
              - data
              title: Band 8A
              type: image/jp2
            info:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/tileInfo.json
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/metadata.xml
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/TCI.jp2
              roles:
              - overview
              title: True color image
              type: image/jp2
            thumbnail:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/preview.jpg
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
          bbox:
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          - 37.83751264090908
          - -118.02534804963985
          - 38.84436482287841
          collection: sentinel-s2-l1c
          geometry:
            coordinates:
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                - 37.83751264090908
              - - -119.30391904144093
                - 38.826263846784215
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                - 38.84436482287841
              - - -118.02534804963985
                - 37.85498657505244
              - - -119.27280734820701
                - 37.83751264090908
            type: Polygon
          id: S2B_11SLC_20171128_0_L1C
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c/items/S2B_11SLC_20171128_0_L1C
            rel: self
          - href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l1c/11/S/LC/2017/11/S2B_11SLC_20171128_0_L1C/S2B_11SLC_20171128_0_L1C.json
            rel: canonical
            type: application/json
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            rel: parent
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c
            rel: collection
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          properties:
            constellation: sentinel-2
            created: '2020-09-01T07:49:24.253Z'
            data_coverage: 100
            datetime: '2017-11-28T18:47:14Z'
            eo:cloud_cover: 0.41
            gsd: 10
            instruments:
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            platform: sentinel-2b
            proj:epsg: 32611
            sentinel:data_coverage: 100
            sentinel:grid_square: LC
            sentinel:latitude_band: S
            sentinel:product_id: S2B_MSIL1C_20171128T184719_N0206_R070_T11SLC_20171128T203222
            sentinel:sequence: '0'
            sentinel:utm_zone: 11
            updated: '2020-09-01T07:49:24.253Z'
            view:off_nadir: 0
          stac_extensions:
          - eo
          - view
          - proj
          stac_version: 1.0.0-beta.2
          type: Feature
        filename: null
      - !!python/object:satstac.item.Item
        _assets_by_common_name: null
        _collection: *id002
        _data:
          assets:
            AOT:
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R60m/AOT.jp2
              roles:
              - data
              title: Aerosol Optical Thickness (AOT)
              type: image/jp2
            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R60m/B01.jp2
              roles:
              - data
              title: Band 1 (coastal)
              type: image/jp2
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B02.jp2
              roles:
              - data
              title: Band 2 (blue)
              type: image/jp2
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B03.jp2
              roles:
              - data
              title: Band 3 (green)
              type: image/jp2
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B04.jp2
              roles:
              - data
              title: Band 4 (red)
              type: image/jp2
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B05.jp2
              roles:
              - data
              title: Band 5
              type: image/jp2
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B06.jp2
              roles:
              - data
              title: Band 6
              type: image/jp2
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B07.jp2
              roles:
              - data
              title: Band 7
              type: image/jp2
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B08.jp2
              roles:
              - data
              title: Band 8 (nir)
              type: image/jp2
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R60m/B09.jp2
              roles:
              - data
              title: Band 9
              type: image/jp2
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B11.jp2
              roles:
              - data
              title: Band 11 (swir16)
              type: image/jp2
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B12.jp2
              roles:
              - data
              title: Band 12 (swir22)
              type: image/jp2
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B8A.jp2
              roles:
              - data
              title: Band 8A
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            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B01.tif
              proj:shape:
              - 1830
              - 1830
              proj:transform:
              - 60
              - 0
              - 300000
              - 0
              - -60
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 1 (coastal)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B02.tif
              proj:shape:
              - 10980
              - 10980
              proj:transform:
              - 10
              - 0
              - 300000
              - 0
              - -10
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 2 (blue)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B03.tif
              proj:shape:
              - 10980
              - 10980
              proj:transform:
              - 10
              - 0
              - 300000
              - 0
              - -10
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 3 (green)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B04.tif
              proj:shape:
              - 10980
              - 10980
              proj:transform:
              - 10
              - 0
              - 300000
              - 0
              - -10
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 4 (red)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B05.tif
              proj:shape:
              - 5490
              - 5490
              proj:transform:
              - 20
              - 0
              - 300000
              - 0
              - -20
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 5
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B06.tif
              proj:shape:
              - 5490
              - 5490
              proj:transform:
              - 20
              - 0
              - 300000
              - 0
              - -20
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 6
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B07.tif
              proj:shape:
              - 5490
              - 5490
              proj:transform:
              - 20
              - 0
              - 300000
              - 0
              - -20
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 7
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B08.tif
              proj:shape:
              - 10980
              - 10980
              proj:transform:
              - 10
              - 0
              - 300000
              - 0
              - -10
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 8 (nir)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B09.tif
              proj:shape:
              - 1830
              - 1830
              proj:transform:
              - 60
              - 0
              - 300000
              - 0
              - -60
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 9
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B11.tif
              proj:shape:
              - 5490
              - 5490
              proj:transform:
              - 20
              - 0
              - 300000
              - 0
              - -20
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 11 (swir16)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B12.tif
              proj:shape:
              - 5490
              - 5490
              proj:transform:
              - 20
              - 0
              - 300000
              - 0
              - -20
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 12 (swir22)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B8A.tif
              proj:shape:
              - 5490
              - 5490
              proj:transform:
              - 20
              - 0
              - 300000
              - 0
              - -20
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Band 8A
              type: image/tiff; application=geotiff; profile=cloud-optimized
            SCL:
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/SCL.tif
              proj:shape:
              - 5490
              - 5490
              proj:transform:
              - 20
              - 0
              - 300000
              - 0
              - -20
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Scene Classification Map (SCL)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            WVP:
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/WVP.tif
              proj:shape:
              - 10980
              - 10980
              proj:transform:
              - 10
              - 0
              - 300000
              - 0
              - -10
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - data
              title: Water Vapour (WVP)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            info:
              href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/tileInfo.json
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/metadata.xml
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/L2A_PVI.tif
              proj:shape:
              - 343
              - 343
              proj:transform:
              - 320
              - 0
              - 300000
              - 0
              - -320
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - overview
              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
            thumbnail:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/10/4/0/preview.jpg
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
            visual:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/TCI.tif
              proj:shape:
              - 10980
              - 10980
              proj:transform:
              - 10
              - 0
              - 300000
              - 0
              - -10
              - 4300020
              - 0
              - 0
              - 1
              roles:
              - overview
              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
          bbox:
          - -119.30391904144093
          - 37.83751264090908
          - -118.02534804963985
          - 38.84436482287841
          collection: sentinel-s2-l2a-cogs
          geometry:
            coordinates:
            - - - -119.27280734820701
                - 37.83751264090908
              - - -119.30391904144093
                - 38.826263846784215
              - - -118.0393956703799
                - 38.84436482287841
              - - -118.02534804963985
                - 37.85498657505244
              - - -119.27280734820701
                - 37.83751264090908
            type: Polygon
          id: S2A_11SLC_20171004_0_L2A
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_11SLC_20171004_0_L2A
            rel: self
          - href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
            rel: canonical
            type: application/json
          - href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l2a/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
            rel: canonical
            type: application/json
          - href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l2a/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
            rel: derived_from
            title: Source STAC Item
            type: application/json
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
            rel: collection
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          properties:
            constellation: sentinel-2
            created: '2020-09-02T00:16:55.979Z'
            datetime: '2017-10-04T18:45:27Z'
            eo:cloud_cover: 5.17
            gsd: 10
            instruments:
            - msi
            platform: sentinel-2a
            proj:epsg: 32611
            sentinel:data_coverage: 100
            sentinel:grid_square: LC
            sentinel:latitude_band: S
            sentinel:product_id: S2A_MSIL2A_20171004T184221_N0001_R070_T11SLC_20200715T100749
            sentinel:sequence: '0'
            sentinel:utm_zone: 11
            sentinel:valid_cloud_cover: true
            updated: '2020-09-02T00:16:55.979Z'
            view:off_nadir: 0
          properties.sentinel:boa_offset_applied: false
          stac_extensions:
          - eo
          - view
          - proj
          stac_version: 1.0.0-beta.2
          type: Feature
        filename: null
  description: ''
  driver: intake.catalog.base.Catalog
  metadata: {}
list(catalog)
[S2B_11SLC_20171128_0_L1C,
 S2B_11SLC_20171128_0_L2A,
 S2B_11SLC_20171128_0_L2A,
 S2B_11SLC_20171118_0_L1C,
 S2B_11SLC_20171118_0_L2A,
 S2B_11SLC_20171118_0_L2A,
 S2A_11SLC_20171113_0_L1C,
 S2A_11SLC_20171113_0_L2A,
 S2A_11SLC_20171113_0_L2A,
 S2A_11SLC_20171024_0_L1C,
 S2A_11SLC_20171024_0_L2A,
 S2A_11SLC_20171024_0_L2A,
 S2B_11SLC_20171019_0_L1C,
 S2B_11SLC_20171019_0_L2A,
 S2B_11SLC_20171019_0_L2A,
 S2A_11SLC_20171004_0_L1C,
 S2A_11SLC_20171004_0_L2A,
 S2A_11SLC_20171004_0_L2A]
sceneid = 'S2A_11SLC_20171004_0_L2A'
k = list(catalog)[0]
k
S2B_11SLC_20171128_0_L1C
type(i)
satstac.item.Item
for i in catalog:
    pass
i.asset
S2A_11SLC_20171004_0_L2A
import xarray as xr

item = catalog[sceneid]
da = item['B2'].to_dask()
da.data
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
Cell In[60], line 3
      1 import xarray as xr
----> 3 item = catalog[sceneid]
      4 da = item['B2'].to_dask()
      5 da.data

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/catalog/base.py:464, in Catalog.__getitem__(self, key)
    462         out = out[part]
    463     return out()
--> 464 raise KeyError(key)

KeyError: 'S2A_11SLC_20171004_0_L2A'

Replacing sat-search with pystac…

https://github.com/stac-utils/pystac/issues/256#issuecomment-1307934430

import pystac
import pystac_client
import json
from pystac_client import Client
from pystac import ItemCollection
from pystac.validation import validate_dict

print(pystac.__version__)
print(pystac_client.__version__)

bbox = [35.48, -3.24, 35.58, -3.14]
dates = "2020-07-01/2020-08-15"
URL = "https://earth-search.aws.element84.com/v0"
client = Client.open(URL)
results = client.search(
    collections=["sentinel-s2-l2a-cogs"],
    datetime=dates,
    bbox=bbox,
)

# 18 items found
items = results.item_collection()
print(len(items))
items.save_object("my-s2-l2a-cogs.json")

# validating an ItemCollection doesn't make sense, as there isn't a jsonschema for it.
item_collection = ItemCollection.from_file("my-s2-l2a-cogs.json")
1.6.1
0.5.1
18
item_collection
results.get_all_items
<bound method ItemSearch.get_all_items of <pystac_client.item_search.ItemSearch object at 0x16abda7d0>>
bbox = (-119.00, 38.6, -118.5, 38.7) #(west, south, east, north)

dates = "2017-10-01/2017-12-01"
URL = "https://earth-search.aws.element84.com/v0"
client = Client.open(URL)
results = client.search(
    collections=["sentinel-s2-l2a-cogs"],
    datetime=dates,
    bbox=bbox,
)

items = results.item_collection()
print(len(items))
6
catalog = intake.open_stac_item_collection(items)
list(catalog)
['S2B_11SLC_20171128_0_L2A',
 'S2B_11SLC_20171118_0_L2A',
 'S2A_11SLC_20171113_0_L2A',
 'S2A_11SLC_20171024_0_L2A',
 'S2B_11SLC_20171019_0_L2A',
 'S2A_11SLC_20171004_0_L2A']
sceneid = 'S2B_11SLC_20171128_0_L2A'
catalog[sceneid].B04.metadata
{'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/11/S2B_11SLC_20171128_0_L2A/B04.tif',
 'type': 'image/tiff; application=geotiff; profile=cloud-optimized',
 'title': 'Band 4 (red)',
 'proj:shape': [10980, 10980],
 'proj:transform': [10, 0, 300000, 0, -10, 4300020, 0, 0, 1],
 'eo:bands': [{'full_width_half_max': 0.038,
   'center_wavelength': 0.6645,
   'name': 'B04',
   'common_name': 'red'}],
 'gsd': 10,
 'roles': ['data'],
 'plots': {'geotiff': {'kind': 'image',
   'x': 'x',
   'y': 'y',
   'frame_width': 500,
   'data_aspect': 1,
   'rasterize': True,
   'dynamic': True,
   'cmap': 'viridis'}},
 'catalog_dir': ''}
import hvplot.xarray
import xarray as xra

item = catalog[sceneid]
da = item['B04'].to_dask()
da
<xarray.DataArray (band: 1, y: 10980, x: 10980)>
dask.array<open_rasterio-6413b43b540e3bfca84ecd23846d262a<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 10980, 10980), chunktype=numpy.ndarray>
Coordinates:
  * band     (band) int64 1
  * y        (y) float64 4.3e+06 4.3e+06 4.3e+06 ... 4.19e+06 4.19e+06 4.19e+06
  * x        (x) float64 3e+05 3e+05 3e+05 ... 4.098e+05 4.098e+05 4.098e+05
Attributes:
    transform:           (10.0, 0.0, 300000.0, 0.0, -10.0, 4300020.0)
    crs:                 +init=epsg:32611
    res:                 (10.0, 10.0)
    is_tiled:            1
    nodatavals:          (0.0,)
    scales:              (1.0,)
    offsets:             (0.0,)
    AREA_OR_POINT:       Area
    OVR_RESAMPLING_ALG:  AVERAGE
da.hvplot.image(x='x', y='y', width=400, height=400, geo=True, datashade=True, cmap='greys', title='sentinel')
/Users/droumis/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6
  in_crs_string = _prepare_from_proj_string(in_crs_string)
OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.

AWS

aws_data_source = cat.amazon_landsat_band(path=path, row=row, product_id=product_id, band=band)
aws_data_source
amazon_landsat_band:
  args:
    chunks:
      band: 1
      x: 256
      y: 256
    storage_options:
      anon: true
    urlpath: s3://landsat-pds/c1/L8/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF
  description: Landsat bands from Amazon Web Services S3
  driver: intake_xarray.raster.RasterIOSource
  metadata:
    cache:
    - argkey: urlpath
      regex: landsat-pds
      type: file
    catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/
aws_da = aws_data_source.read_chunked()
# FileNotFoundError: 
---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
Cell In[52], line 1
----> 1 aws_da = aws_data_source.read_chunked()
      2 # FileNotFoundError: 

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_xarray/base.py:44, in DataSourceMixin.read_chunked(self)
     42 def read_chunked(self):
     43     """Return xarray object (which will have chunks)"""
---> 44     self._load_metadata()
     45     return self._ds

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:285, in DataSourceBase._load_metadata(self)
    283 """load metadata only if needed"""
    284 if self._schema is None:
--> 285     self._schema = self._get_schema()
    286     self.dtype = self._schema.dtype
    287     self.shape = self._schema.shape

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_xarray/raster.py:99, in RasterIOSource._get_schema(self)
     96 import msgpack
     97 import xarray as xr
---> 99 self.urlpath, *_ = self._get_cache(self.urlpath)
    101 if self._ds is None:
    102     self._open_dataset()

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:84, in CacheMixin._get_cache(self, urlpath)
     82 if len(self.cache) == 0:
     83     return [urlpath]
---> 84 return [c.load(urlpath) for c in self.cache]

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:84, in <listcomp>(.0)
     82 if len(self.cache) == 0:
     83     return [urlpath]
---> 84 return [c.load(urlpath) for c in self.cache]

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:160, in BaseCache.load(self, urlpath, output, **kwargs)
    158 if cache_paths is None or any(not os.path.exists(c) for c in cache_paths):
    159     files_in, files_out = self._make_files(urlpath)
--> 160     self._load(files_in, files_out, urlpath)
    161 cache_paths = self._from_metadata(urlpath)
    162 return cache_paths

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:193, in BaseCache._load(self, files_in, files_out, urlpath, meta)
    190         ddown = dask.delayed(_download)
    191         out.append(ddown(file_in, file_out, self.blocksize,
    192                          self.output))
--> 193 dask.compute(*out)
    194 return outnames

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/base.py:600, in compute(traverse, optimize_graph, scheduler, get, *args, **kwargs)
    597     keys.append(x.__dask_keys__())
    598     postcomputes.append(x.__dask_postcompute__())
--> 600 results = schedule(dsk, keys, **kwargs)
    601 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)])

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/threaded.py:89, in get(dsk, keys, cache, num_workers, pool, **kwargs)
     86     elif isinstance(pool, multiprocessing.pool.Pool):
     87         pool = MultiprocessingPoolExecutor(pool)
---> 89 results = get_async(
     90     pool.submit,
     91     pool._max_workers,
     92     dsk,
     93     keys,
     94     cache=cache,
     95     get_id=_thread_get_id,
     96     pack_exception=pack_exception,
     97     **kwargs,
     98 )
    100 # Cleanup pools associated to dead threads
    101 with pools_lock:

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:511, in get_async(submit, num_workers, dsk, result, cache, get_id, rerun_exceptions_locally, pack_exception, raise_exception, callbacks, dumps, loads, chunksize, **kwargs)
    509         _execute_task(task, data)  # Re-execute locally
    510     else:
--> 511         raise_exception(exc, tb)
    512 res, worker_id = loads(res_info)
    513 state["cache"][key] = res

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:319, in reraise(exc, tb)
    317 if exc.__traceback__ is not tb:
    318     raise exc.with_traceback(tb)
--> 319 raise exc

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:224, in execute_task(key, task_info, dumps, loads, get_id, pack_exception)
    222 try:
    223     task, data = loads(task_info)
--> 224     result = _execute_task(task, data)
    225     id = get_id()
    226     result = dumps((result, id))

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/core.py:119, in _execute_task(arg, cache, dsk)
    115     func, args = arg[0], arg[1:]
    116     # Note: Don't assign the subtask results to a variable. numpy detects
    117     # temporaries by their reference count and can execute certain
    118     # operations in-place.
--> 119     return func(*(_execute_task(a, cache) for a in args))
    120 elif not ishashable(arg):
    121     return arg

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:281, in _download(file_in, file_out, blocksize, output)
    278         output = False
    280 try:
--> 281     file_size = file_in.fs.size(file_in.path)
    282     pbar_disabled = not file_size
    283 except ValueError as err:

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:113, in sync_wrapper.<locals>.wrapper(*args, **kwargs)
    110 @functools.wraps(func)
    111 def wrapper(*args, **kwargs):
    112     self = obj or args[0]
--> 113     return sync(self.loop, func, *args, **kwargs)

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:98, in sync(loop, func, timeout, *args, **kwargs)
     96     raise FSTimeoutError from return_result
     97 elif isinstance(return_result, BaseException):
---> 98     raise return_result
     99 else:
    100     return return_result

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:53, in _runner(event, coro, result, timeout)
     51     coro = asyncio.wait_for(coro, timeout=timeout)
     52 try:
---> 53     result[0] = await coro
     54 except Exception as ex:
     55     result[0] = ex

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:578, in AsyncFileSystem._size(self, path)
    577 async def _size(self, path):
--> 578     return (await self._info(path)).get("size", None)

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/s3fs/core.py:1257, in S3FileSystem._info(self, path, bucket, key, refresh, version_id)
   1245     if (
   1246         out.get("KeyCount", 0) > 0
   1247         or out.get("Contents", [])
   1248         or out.get("CommonPrefixes", [])
   1249     ):
   1250         return {
   1251             "name": "/".join([bucket, key]),
   1252             "type": "directory",
   1253             "size": 0,
   1254             "StorageClass": "DIRECTORY",
   1255         }
-> 1257     raise FileNotFoundError(path)
   1258 except ClientError as e:
   1259     raise translate_boto_error(e, set_cause=False)

FileNotFoundError: landsat-pds/c1/L8/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF

NASA Earthdata

HLS (harmonized sentinel and landsat data) for walker lake on 2022-12-07